Perform metagenomic binning with QuickBin, refinement, and QC with completeness/contamination checks.
Scanned 9/4/2026
Install to Claude Code
npx -y skills add gabrielmoreira/agent-skills-mirror --skill bio-binning-qc --agent claude-codeInstalls into .claude/skills of the current project.
Are you the author of Bio Binning Qc?
Add the live security badge to your README — it updates automatically with every re-scan.
[](https://www.skillsdirectory.com/skills/gabrielmoreira-bio-binning-qc)More formats (shields.io, HTML) on the badges page.
---
name: bio-binning-qc
description: Perform metagenomic binning with QuickBin, refinement, and QC with completeness/contamination checks.
---
# Bio Binning QC
Perform metagenomic binning, refinement, and QC with completeness/contamination checks.
## Instructions
1. Compute per-sample depth/coverage with CoverM v0.7.0+ (or BBMap for short reads, minimap2 for long reads).
2. Bin contigs with **QuickBin** through Bryce Foster's official BBTools container (`bryce911/bbtools:39.84`; record digest when pulled). QuickBin is high-fidelity, CheckM2-agnostic, and scales well on both short-read and long-read assemblies. On a GPU node, run **SemiBin2 v2.2.1+** instead — self-supervised contrastive learning with CUDA-backed PyTorch. MetaBAT2 v2.15+ is kept only as a legacy fallback for reproducing prior pipelines.
3. Run `/tracking-taxonomy-updates` for BBTools-container QuickClade domain triage on the bin directory and the source assembly with `percontig`. Persist the per-contig screen so mixed bins are visible.
4. Route bins by the QuickClade domain screen:
- Bacteria or Archaea -> run GTDB-Tk taxonomy assignment. If the GTDB-Tk reference package is missing, set it up under `$BIO_DB_ROOT`, export `GTDBTK_DATA_PATH`, run `gtdbtk check_install`, and record the release before classification.
- Eukaryota -> run EukCC v2.1.3+ for eukaryotic bins.
- Viral or virus-like -> remove from MAG QC and route candidate contigs/genomes to `/bio-viromics`; use vConTACT3 for phage/prokaryotic-virus evidence and GVClass for giant-virus/Nucleocytoviricota candidates.
- Mixed or low-confidence -> flag as potential chimeras and inspect per-contig assignments before QC scoring.
5. Run domain-specific QC:
- CheckM2 v1.1.0+ for bacterial and archaeal bins (note: v1.1.0 is a breaking upgrade — new DIAMOND v3 database from Zenodo DOI 10.5281/zenodo.14897628 and new dependency tree; re-install via mamba and refresh the DB).
- EukCC v2.1.3+ for eukaryotic bins.
- GUNC v1.0.6+ for contamination detection across all non-viral bins; treat it as a complement to CheckM2 (improves recall of chimeric bins).
## Quick Reference
| Task | Action |
|------|--------|
| Run workflow | Follow the steps in this skill and capture outputs. |
| Validate inputs | Confirm required inputs and reference data exist. |
| Review outputs | Inspect reports and QC gates before proceeding. |
| Tool docs | See `docs/README.md`. |
## Input Requirements
Prerequisites:
- Tools available in the active environment (Pixi/conda/system). See `docs/README.md` for expected tools.
- Reference DB root: set `BIO_DB_ROOT` (default `/media/shared-expansion/db/` on WSU).
- Coverage/depth tables or reads available to compute coverage.
- Docker or Apptainer/Singularity available for `bryce911/bbtools` QuickBin runs, or a documented local BBTools install.
Inputs:
- contigs.fasta
- coverage.tsv (per-sample depth table)
## Output
- results/bio-binning-qc/bins/
- results/bio-binning-qc/quickclade_percontig.tsv
- results/bio-binning-qc/domain_routing.tsv
- results/bio-binning-qc/gtdbtk_taxonomy.tsv
- results/bio-binning-qc/bin_metrics.tsv
- results/bio-binning-qc/bin_qc_report.html
- results/bio-binning-qc/logs/
## Quality Gates
- [ ] Completeness and contamination meet project thresholds.
- [ ] Chimera and contamination flags are below thresholds.
- [ ] On failure: retry with alternative parameters; if still failing, record in report and exit non-zero.
- [ ] Verify contigs.fasta and coverage.tsv are non-empty.
- [ ] Verify reference DBs for QC tools exist under the reference root.
- [ ] QuickClade `percontig` screen exists for the source assembly and bin set before CheckM2/EukCC/GTDB-Tk decisions.
- [ ] Bacterial and archaeal bins have GTDB-Tk taxonomy with the database release recorded.
- [ ] Viral/virus-like bins are routed to `/bio-viromics` instead of reported as MAGs.
- [ ] Mixed-domain bins are flagged as possible contamination/chimeras with per-contig evidence.
## Examples
### Example 1: Expected input layout
```text
contigs.fasta
coverage.tsv (per-sample depth table)
```
## Troubleshooting
**Issue**: Missing inputs or reference databases
**Solution**: Verify paths and permissions before running the workflow.
**Issue**: Low-quality results or failed QC gates
**Solution**: Review reports, adjust parameters, and re-run the affected step.
Is this your skill, or is something wrong with this listing? Request removal or report an issue. Author removals are honored within 72 hours.
No comments yet. Be the first to comment!